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runs/yolov8n/dbss_p2_aware/seed_44/args.yaml

@@ -0,0 +1,187 @@
+task: detect
+mode: train
+model: /marimo/yolo_code/models_related/models_config/yolov8/levir/yolov8n_p2_levir_dbss_p2_aware.yaml
+data: /marimo/yolo_code/datasets/levir_ship_yolo_seed42/levir_ship.yaml
+epochs: 100
+time: null
+patience: 20
+batch: 8
+imgsz: 512
+save: true
+save_period: -1
+cache: false
+device: '0'
+workers: 4
+project: /marimo/yolo_code/runs/levir_dbss_p2_aware/yolov8n/dbss_p2_aware
+name: seed_44
+exist_ok: true
+pretrained: yolov8n.pt
+optimizer: auto
+verbose: true
+seed: 44
+deterministic: true
+single_cls: false
+rect: false
+cos_lr: false
+close_mosaic: 10
+resume: false
+amp: true
+fraction: 1.0
+profile: false
+freeze: null
+multi_scale: 0.0
+compile: false
+overlap_mask: true
+mask_ratio: 4
+dropout: 0.0
+val: true
+split: val
+save_json: false
+conf: null
+iou: 0.7
+max_det: 300
+nms_method: hard
+soft_nms_sigma: 0.5
+soft_nms_min_score: 0.001
+box_voting: false
+box_voting_iou: 0.5
+box_voting_weight: score_iou
+half: false
+dnn: false
+plots: true
+end2end: null
+source: null
+vid_stride: 1
+stream_buffer: false
+visualize: false
+augment: false
+agnostic_nms: false
+classes: null
+retina_masks: false
+embed: null
+show: false
+save_frames: false
+save_txt: false
+save_conf: false
+save_crop: false
+show_labels: true
+show_conf: true
+show_boxes: true
+line_width: null
+format: torchscript
+keras: false
+optimize: false
+int8: false
+dynamic: false
+simplify: true
+opset: null
+workspace: null
+nms: false
+lr0: 0.01
+lrf: 0.01
+momentum: 0.937
+weight_decay: 0.0005
+warmup_epochs: 3.0
+warmup_momentum: 0.8
+warmup_bias_lr: 0.1
+box: 7.5
+bbox_iou_loss: ciou
+wiou_monotonous: false
+cls_iou_target: false
+vfl: false
+vfl_alpha: 0.75
+vfl_gamma: 2.0
+vfl_iou_detach: true
+vfl_pos_q_weight: true
+tal_topk: 10
+tal_alpha: 0.5
+tal_beta: 6.0
+vfl_weight_box_by_q: false
+box_q_weight_min: 0.25
+boundary_contrast: 0.0
+boundary_levels: 2
+boundary_ring: 1.0
+boundary_samples: 16
+boundary_tau: 0.2
+boundary_shrinkage: 0.25
+loc_quality: 0.0
+loc_quality_levels: 2
+loc_quality_sigma: 0.45
+loc_quality_loss: mse
+dgfe_rec_gain: 0.0
+dgfe_spatial_gain: 0.0
+dgfe_spatial_warmup_epochs: 0
+dgfe_spatial_warmup_start: 0.1
+dgfe_boundary_ring: 1.0
+dgfe_inner_value: 0.3
+dgfe_tiny_area: 4.0
+dgfe_neg_pos_ratio: 3
+dgfe_neg_gain: 0.25
+dgfe_spatial_target_mode: iou
+dgfe_edge_error_norm: 0.25
+quality_head: false
+quality_loss: bce
+quality_gain: 0.5
+quality_neg_gain: 0.1
+quality_pos_iou_thr: 0.5
+quality_hard_neg_iou_thr: 0.3
+quality_hard_neg_score_thr: 0.05
+quality_target_mode: iou_power
+quality_target_power: 1.0
+quality_ramp_low: 0.5
+quality_ramp_high: 0.75
+quality_neg_mode: hard
+quality_score_mode: cls_mul_q
+quality_box_features: false
+quality_box_detach: true
+quality_detach_target: true
+quality_debug: false
+quality_debug_batches: 1
+quality_debug_export: false
+quality_debug_max_preds: 30000
+quality_probe_export: false
+quality_probe_max_preds: 30000
+rank_loss: 0.0
+rank_tau: 0.25
+rank_iou_margin: 0.1
+rank_topk: 10
+loc_assign: false
+loc_assign_topk: 3
+loc_assign_max_stride: 8.0
+loc_assign_center_radius: 2.5
+loc_assign_weight: 0.5
+cls_geometry_fuse: false
+cls_geometry_mode: add
+cls_geometry_detach: true
+cls_deform_geometry: false
+dfl_residual: false
+dfl_residual_scale: 0.25
+cls: 0.5
+cls_pw: 0.0
+dfl: 1.5
+pose: 12.0
+kobj: 1.0
+rle: 1.0
+angle: 1.0
+nbs: 64
+hsv_h: 0.015
+hsv_s: 0.7
+hsv_v: 0.4
+degrees: 0.0
+translate: 0.1
+scale: 0.5
+shear: 0.0
+perspective: 0.0
+flipud: 0.0
+fliplr: 0.5
+bgr: 0.0
+mosaic: 1.0
+mixup: 0.0
+cutmix: 0.0
+copy_paste: 0.0
+copy_paste_mode: flip
+auto_augment: randaugment
+erasing: 0.4
+cfg: null
+tracker: botsort.yaml
+save_dir: /marimo/yolo_code/runs/levir_dbss_p2_aware/yolov8n/dbss_p2_aware/seed_44

runs/yolov8n/dbss_p2_aware/seed_44/evaluation_metrics.json

@@ -0,0 +1,14 @@
+{
+  "test/fitness": 0.3127777104309729,
+  "test/metrics/mAP50(B)": 0.7771606335475483,
+  "test/metrics/mAP50-95(B)": 0.3127777104309729,
+  "test/metrics/mAP75(B)": 0.14730066395451313,
+  "test/metrics/precision(B)": 0.8116942309217102,
+  "test/metrics/recall(B)": 0.7184186699226643,
+  "val/fitness": 0.35214471114884105,
+  "val/metrics/mAP50(B)": 0.8257261582104092,
+  "val/metrics/mAP50-95(B)": 0.35214471114884105,
+  "val/metrics/mAP75(B)": 0.18436531908367348,
+  "val/metrics/precision(B)": 0.8516089881576375,
+  "val/metrics/recall(B)": 0.7473524962178517
+}

runs/yolov8n/dbss_p2_aware/seed_44/results.csv

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